The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Aug. 09, 2022

Filed:

Sep. 07, 2018
Applicant:

Twitter, Inc., San Francisco, CA (US);

Inventor:

Ferenc Huszar, Cambridge, GB;

Assignee:

Twitter, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 17/13 (2006.01); G06F 16/21 (2019.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/219 (2019.01); G06F 17/13 (2013.01);
Abstract

A method includes generating a quadratic penalty based on a first version of a parameter, a first version of the anchor point and a set of Hessian values, training a task using the quadratic penalty, determining a second version of the parameter based on the trained task, determining a second version of the anchor point for the task based a trained task, generating Hessian values for the task based on the trained task, calculating a loss value for a portion of the plurality of tasks based on the second version of the parameter, calculating a loss value for each of the remainder of the plurality of tasks, determining if the loss value satisfies a condition, and in response to determining the loss value satisfies the condition, replace the first version of the parameter with the second version of the parameter in a parameter datastore and in the version control datastore.


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